Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 130000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.9 MiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Text | 2 |
| DateTime | 2 |
| Categorical | 1 |
| Unsupported | 1 |
Avg packet len is highly overall correlated with Data speed and 1 other fields | High correlation |
Data speed is highly overall correlated with Avg packet len and 1 other fields | High correlation |
Packet speed is highly overall correlated with Data speed | High correlation |
Type is highly overall correlated with Avg packet len | High correlation |
Type is highly imbalanced (82.8%) | Imbalance |
Packet speed is highly skewed (γ1 = 57.68210892) | Skewed |
Data speed is highly skewed (γ1 = 52.04107752) | Skewed |
Avg source IP count is highly skewed (γ1 = 57.42175682) | Skewed |
Attack ID is uniformly distributed | Uniform |
Attack ID has unique values | Unique |
Duration is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Port number has 66483 (51.1%) zeros | Zeros |
Avg packet len has 4178 (3.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-09 13:34:17.417191 |
|---|---|
| Analysis finished | 2025-03-09 13:34:23.138410 |
| Duration | 5.72 seconds |
| Software version | ydata-profiling vv4.13.0 |
| Download configuration | config.json |
Variables
Attack ID
Real number (ℝ)
Uniform  Unique 
| Distinct | 130000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 637941.5 |
| Minimum | 572942 |
|---|---|
| Maximum | 702941 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.8 KiB |
Quantile statistics
| Minimum | 572942 |
|---|---|
| 5-th percentile | 579441.95 |
| Q1 | 605441.75 |
| median | 637941.5 |
| Q3 | 670441.25 |
| 95-th percentile | 696441.05 |
| Maximum | 702941 |
| Range | 129999 |
| Interquartile range (IQR) | 64999.5 |
Descriptive statistics
| Standard deviation | 37527.912 |
|---|---|
| Coefficient of variation (CV) | 0.058826572 |
| Kurtosis | -1.2 |
| Mean | 637941.5 |
| Median Absolute Deviation (MAD) | 32500 |
| Skewness | 0 |
| Sum | 8.2932395 × 1010 |
| Variance | 1.4083442 × 109 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 702941 | 1 | < 0.1% |
| 572942 | 1 | < 0.1% |
| 572943 | 1 | < 0.1% |
| 572944 | 1 | < 0.1% |
| 572945 | 1 | < 0.1% |
| 572946 | 1 | < 0.1% |
| 572947 | 1 | < 0.1% |
| 572948 | 1 | < 0.1% |
| 572949 | 1 | < 0.1% |
| 572950 | 1 | < 0.1% |
| Other values (129990) | 129990 |
| Value | Count | Frequency (%) |
| 572942 | 1 | |
| 572943 | 1 | |
| 572944 | 1 | |
| 572945 | 1 | |
| 572946 | 1 | |
| 572947 | 1 | |
| 572948 | 1 | |
| 572949 | 1 | |
| 572950 | 1 | |
| 572951 | 1 |
| Value | Count | Frequency (%) |
| 702941 | 1 | |
| 702940 | 1 | |
| 702939 | 1 | |
| 702938 | 1 | |
| 702937 | 1 | |
| 702936 | 1 | |
| 702935 | 1 | |
| 702934 | 1 | |
| 702933 | 1 | |
| 702932 | 1 |
Victim IP
Text
| Distinct | 5860 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1015.8 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.9609308 |
| Min length | 7 |
Unique
| Unique | 3677 ? |
|---|---|
| Unique (%) | 2.8% |
Sample
| 1st row | IP_43014 |
|---|---|
| 2nd row | IP_59468 |
| 3rd row | IP_19543 |
| 4th row | IP_21200 |
| 5th row | IP_3403 |
| Value | Count | Frequency (%) |
| ip_59468 | 18477 | 14.2% |
| ip_60976 | 13732 | 10.6% |
| ip_50126 | 4433 | 3.4% |
| ip_3403 | 4359 | 3.4% |
| ip_62577 | 4158 | 3.2% |
| ip_58857 | 4034 | 3.1% |
| ip_54248 | 3641 | 2.8% |
| ip_56816 | 3083 | 2.4% |
| ip_64024 | 2312 | 1.8% |
| ip_60814 | 2287 | 1.8% |
| Other values (5850) | 69484 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 130000 | |
| P | 130000 | |
| _ | 130000 | |
| 6 | 127153 | |
| 4 | 81144 | |
| 5 | 81039 | |
| 9 | 64509 | |
| 8 | 56936 | |
| 0 | 56711 | |
| 2 | 51019 | 4.9% |
| Other values (3) | 126410 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1034921 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 130000 | |
| P | 130000 | |
| _ | 130000 | |
| 6 | 127153 | |
| 4 | 81144 | |
| 5 | 81039 | |
| 9 | 64509 | |
| 8 | 56936 | |
| 0 | 56711 | |
| 2 | 51019 | 4.9% |
| Other values (3) | 126410 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1034921 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 130000 | |
| P | 130000 | |
| _ | 130000 | |
| 6 | 127153 | |
| 4 | 81144 | |
| 5 | 81039 | |
| 9 | 64509 | |
| 8 | 56936 | |
| 0 | 56711 | |
| 2 | 51019 | 4.9% |
| Other values (3) | 126410 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1034921 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 130000 | |
| P | 130000 | |
| _ | 130000 | |
| 6 | 127153 | |
| 4 | 81144 | |
| 5 | 81039 | |
| 9 | 64509 | |
| 8 | 56936 | |
| 0 | 56711 | |
| 2 | 51019 | 4.9% |
| Other values (3) | 126410 |
Port number
Real number (ℝ)
Zeros 
| Distinct | 19768 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15808.226 |
| Minimum | 0 |
|---|---|
| Maximum | 65535 |
| Zeros | 66483 |
| Zeros (%) | 51.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 40163.5 |
| 95-th percentile | 61719.1 |
| Maximum | 65535 |
| Range | 65535 |
| Interquartile range (IQR) | 40163.5 |
Descriptive statistics
| Standard deviation | 24248.41 |
|---|---|
| Coefficient of variation (CV) | 1.5339109 |
| Kurtosis | -0.74917579 |
| Mean | 15808.226 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.0473936 |
| Sum | 2.0550694 × 109 |
| Variance | 5.8798541 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 66483 | |
| 443 | 16589 | 12.8% |
| 7777 | 4633 | 3.6% |
| 22552 | 504 | 0.4% |
| 11198 | 497 | 0.4% |
| 40072 | 399 | 0.3% |
| 51820 | 375 | 0.3% |
| 39327 | 256 | 0.2% |
| 3400 | 207 | 0.2% |
| 41821 | 205 | 0.2% |
| Other values (19758) | 39852 |
| Value | Count | Frequency (%) |
| 0 | 66483 | |
| 1 | 3 | < 0.1% |
| 21 | 1 | < 0.1% |
| 22 | 203 | 0.2% |
| 23 | 5 | < 0.1% |
| 25 | 17 | < 0.1% |
| 40 | 7 | < 0.1% |
| 53 | 108 | 0.1% |
| 60 | 20 | < 0.1% |
| 80 | 169 | 0.1% |
| Value | Count | Frequency (%) |
| 65535 | 4 | |
| 65534 | 2 | < 0.1% |
| 65533 | 1 | < 0.1% |
| 65532 | 2 | < 0.1% |
| 65531 | 1 | < 0.1% |
| 65530 | 2 | < 0.1% |
| 65529 | 3 | < 0.1% |
| 65528 | 1 | < 0.1% |
| 65525 | 2 | < 0.1% |
| 65524 | 8 |
Attack code
Text
| Distinct | 123 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1015.8 KiB |
Length
| Max length | 126 |
|---|---|
| Median length | 19 |
| Mean length | 18.602585 |
| Min length | 3 |
Unique
| Unique | 70 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | High volume traffic |
|---|---|
| 2nd row | High volume traffic |
| 3rd row | High volume traffic |
| 4th row | ICMP |
| 5th row | High volume traffic |
| Value | Count | Frequency (%) |
| traffic | 125793 | |
| high | 125527 | |
| volume | 125527 | |
| icmp | 3548 | 0.9% |
| syn | 577 | 0.2% |
| attack | 577 | 0.2% |
| dns | 489 | 0.1% |
| suspicious | 266 | 0.1% |
| ntp | 234 | 0.1% |
| wsd | 115 | < 0.1% |
| Other values (14) | 574 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 253227 | 10.5% | |
| i | 252042 | 10.4% |
| f | 251670 | 10.4% |
| t | 127133 | 5.3% |
| c | 126858 | 5.2% |
| a | 126606 | 5.2% |
| u | 126059 | 5.2% |
| r | 125965 | 5.2% |
| e | 125957 | 5.2% |
| o | 125922 | 5.2% |
| Other values (30) | 776897 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2418336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 253227 | 10.5% | |
| i | 252042 | 10.4% |
| f | 251670 | 10.4% |
| t | 127133 | 5.3% |
| c | 126858 | 5.2% |
| a | 126606 | 5.2% |
| u | 126059 | 5.2% |
| r | 125965 | 5.2% |
| e | 125957 | 5.2% |
| o | 125922 | 5.2% |
| Other values (30) | 776897 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2418336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 253227 | 10.5% | |
| i | 252042 | 10.4% |
| f | 251670 | 10.4% |
| t | 127133 | 5.3% |
| c | 126858 | 5.2% |
| a | 126606 | 5.2% |
| u | 126059 | 5.2% |
| r | 125965 | 5.2% |
| e | 125957 | 5.2% |
| o | 125922 | 5.2% |
| Other values (30) | 776897 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2418336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 253227 | 10.5% | |
| i | 252042 | 10.4% |
| f | 251670 | 10.4% |
| t | 127133 | 5.3% |
| c | 126858 | 5.2% |
| a | 126606 | 5.2% |
| u | 126059 | 5.2% |
| r | 125965 | 5.2% |
| e | 125957 | 5.2% |
| o | 125922 | 5.2% |
| Other values (30) | 776897 |
Detect count
Real number (ℝ)
| Distinct | 846 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.4880692 |
| Minimum | 1 |
|---|---|
| Maximum | 5679 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 11 |
| Maximum | 5679 |
| Range | 5678 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 88.176086 |
|---|---|
| Coefficient of variation (CV) | 9.2933645 |
| Kurtosis | 554.32533 |
| Mean | 9.4880692 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.731088 |
| Sum | 1233449 |
| Variance | 7775.0221 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 77332 | |
| 2 | 20470 | 15.7% |
| 3 | 9033 | 6.9% |
| 4 | 5167 | 4.0% |
| 5 | 3212 | 2.5% |
| 6 | 2361 | 1.8% |
| 7 | 1944 | 1.5% |
| 8 | 1568 | 1.2% |
| 9 | 1262 | 1.0% |
| 10 | 901 | 0.7% |
| Other values (836) | 6750 | 5.2% |
| Value | Count | Frequency (%) |
| 1 | 77332 | |
| 2 | 20470 | 15.7% |
| 3 | 9033 | 6.9% |
| 4 | 5167 | 4.0% |
| 5 | 3212 | 2.5% |
| 6 | 2361 | 1.8% |
| 7 | 1944 | 1.5% |
| 8 | 1568 | 1.2% |
| 9 | 1262 | 1.0% |
| 10 | 901 | 0.7% |
| Value | Count | Frequency (%) |
| 5679 | 1 | |
| 4645 | 1 | |
| 4549 | 1 | |
| 3699 | 1 | |
| 2917 | 1 | |
| 2862 | 1 | |
| 2756 | 1 | |
| 2747 | 1 | |
| 2744 | 1 | |
| 2679 | 1 |
Packet speed
Real number (ℝ)
High correlation  Skewed 
| Distinct | 16108 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67797.89 |
| Minimum | 5500 |
|---|---|
| Maximum | 7475824 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.8 KiB |
Quantile statistics
| Minimum | 5500 |
|---|---|
| 5-th percentile | 51100 |
| Q1 | 56000 |
| median | 64000 |
| Q3 | 73100 |
| 95-th percentile | 89100 |
| Maximum | 7475824 |
| Range | 7470324 |
| Interquartile range (IQR) | 17100 |
Descriptive statistics
| Standard deviation | 62404.222 |
|---|---|
| Coefficient of variation (CV) | 0.9204449 |
| Kurtosis | 4378.5196 |
| Mean | 67797.89 |
| Median Absolute Deviation (MAD) | 8400 |
| Skewness | 57.682109 |
| Sum | 8.8137257 × 109 |
| Variance | 3.8942869 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51700 | 632 | 0.5% |
| 50400 | 626 | 0.5% |
| 50800 | 616 | 0.5% |
| 51200 | 604 | 0.5% |
| 55000 | 577 | 0.4% |
| 52000 | 573 | 0.4% |
| 51000 | 562 | 0.4% |
| 51600 | 559 | 0.4% |
| 50600 | 547 | 0.4% |
| 52800 | 545 | 0.4% |
| Other values (16098) | 124159 |
| Value | Count | Frequency (%) |
| 5500 | 1 | |
| 7900 | 1 | |
| 8900 | 1 | |
| 9300 | 1 | |
| 10100 | 1 | |
| 10400 | 1 | |
| 12200 | 1 | |
| 12500 | 1 | |
| 13000 | 1 | |
| 13500 | 1 |
| Value | Count | Frequency (%) |
| 7475824 | 1 | |
| 5828739 | 1 | |
| 5709796 | 1 | |
| 4847726 | 1 | |
| 4326725 | 1 | |
| 4111053 | 1 | |
| 3991276 | 1 | |
| 3856093 | 1 | |
| 3840000 | 1 | |
| 3793881 | 1 |
Data speed
Real number (ℝ)
High correlation  Skewed 
| Distinct | 415 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.554477 |
| Minimum | 0 |
|---|---|
| Maximum | 6702 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 39 |
| Q1 | 65 |
| median | 73 |
| Q3 | 86 |
| 95-th percentile | 111 |
| Maximum | 6702 |
| Range | 6702 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 56.97917 |
|---|---|
| Coefficient of variation (CV) | 0.75414684 |
| Kurtosis | 3953.3847 |
| Mean | 75.554477 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 52.041078 |
| Sum | 9822082 |
| Variance | 3246.6259 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 4358 | 3.4% |
| 71 | 4255 | 3.3% |
| 68 | 4204 | 3.2% |
| 72 | 4186 | 3.2% |
| 73 | 4078 | 3.1% |
| 67 | 4064 | 3.1% |
| 69 | 4063 | 3.1% |
| 66 | 3927 | 3.0% |
| 65 | 3489 | 2.7% |
| 74 | 3480 | 2.7% |
| Other values (405) | 89896 |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 18 | < 0.1% |
| 2 | 52 | < 0.1% |
| 3 | 1363 | |
| 4 | 2237 | |
| 5 | 363 | 0.3% |
| 6 | 130 | 0.1% |
| 7 | 110 | 0.1% |
| 8 | 190 | 0.1% |
| 9 | 168 | 0.1% |
| Value | Count | Frequency (%) |
| 6702 | 1 | |
| 4779 | 1 | |
| 4667 | 1 | |
| 4449 | 1 | |
| 4413 | 1 | |
| 3874 | 1 | |
| 3645 | 1 | |
| 3644 | 1 | |
| 3623 | 1 | |
| 3600 | 1 |
Avg packet len
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1299 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1176.7021 |
| Minimum | 0 |
|---|---|
| Maximum | 1518 |
| Zeros | 4178 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 546 |
| Q1 | 1061 |
| median | 1283 |
| Q3 | 1356 |
| 95-th percentile | 1498 |
| Maximum | 1518 |
| Range | 1518 |
| Interquartile range (IQR) | 295 |
Descriptive statistics
| Standard deviation | 318.14459 |
|---|---|
| Coefficient of variation (CV) | 0.27036968 |
| Kurtosis | 5.0378594 |
| Mean | 1176.7021 |
| Median Absolute Deviation (MAD) | 169 |
| Skewness | -2.1069632 |
| Sum | 1.5297128 × 108 |
| Variance | 101215.98 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1284 | 7644 | 5.9% |
| 1498 | 6144 | 4.7% |
| 1285 | 5432 | 4.2% |
| 0 | 4178 | 3.2% |
| 1068 | 3431 | 2.6% |
| 874 | 3256 | 2.5% |
| 1286 | 2837 | 2.2% |
| 1283 | 2461 | 1.9% |
| 1358 | 1940 | 1.5% |
| 1278 | 1823 | 1.4% |
| Other values (1289) | 90854 |
| Value | Count | Frequency (%) |
| 0 | 4178 | |
| 20 | 1 | < 0.1% |
| 46 | 24 | < 0.1% |
| 47 | 12 | < 0.1% |
| 51 | 3 | < 0.1% |
| 55 | 1 | < 0.1% |
| 57 | 11 | < 0.1% |
| 58 | 23 | < 0.1% |
| 59 | 9 | < 0.1% |
| 60 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1518 | 270 | |
| 1517 | 43 | < 0.1% |
| 1516 | 20 | < 0.1% |
| 1515 | 15 | < 0.1% |
| 1514 | 29 | < 0.1% |
| 1513 | 16 | < 0.1% |
| 1512 | 42 | < 0.1% |
| 1511 | 7 | < 0.1% |
| 1510 | 85 | 0.1% |
| 1509 | 10 | < 0.1% |
Avg source IP count
Real number (ℝ)
Skewed 
| Distinct | 368 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.7259846 |
| Minimum | 1 |
|---|---|
| Maximum | 18602 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 9 |
| Maximum | 18602 |
| Range | 18601 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 197.96204 |
|---|---|
| Coefficient of variation (CV) | 22.686499 |
| Kurtosis | 3872.3504 |
| Mean | 8.7259846 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 57.421757 |
| Sum | 1134378 |
| Variance | 39188.968 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 82605 | |
| 2 | 17528 | 13.5% |
| 3 | 10354 | 8.0% |
| 4 | 6431 | 4.9% |
| 5 | 3051 | 2.3% |
| 6 | 1541 | 1.2% |
| 7 | 1054 | 0.8% |
| 8 | 799 | 0.6% |
| 9 | 591 | 0.5% |
| 10 | 420 | 0.3% |
| Other values (358) | 5626 | 4.3% |
| Value | Count | Frequency (%) |
| 1 | 82605 | |
| 2 | 17528 | 13.5% |
| 3 | 10354 | 8.0% |
| 4 | 6431 | 4.9% |
| 5 | 3051 | 2.3% |
| 6 | 1541 | 1.2% |
| 7 | 1054 | 0.8% |
| 8 | 799 | 0.6% |
| 9 | 591 | 0.5% |
| 10 | 420 | 0.3% |
| Value | Count | Frequency (%) |
| 18602 | 1 | |
| 17477 | 1 | |
| 17217 | 1 | |
| 16094 | 1 | |
| 14672 | 1 | |
| 14590 | 1 | |
| 14190 | 1 | |
| 13101 | 1 | |
| 12965 | 1 | |
| 12071 | 1 |
Start time
Date
| Distinct | 128541 |
|---|---|
| Distinct (%) | 98.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1015.8 KiB |
| Minimum | 2023-04-27 12:38:37 |
|---|---|
| Maximum | 2023-08-25 18:05:56 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
End time
Date
| Distinct | 128494 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1015.8 KiB |
| Minimum | 2023-04-27 12:38:38 |
|---|---|
| Maximum | 2023-08-25 18:05:57 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Type
Categorical
High correlation  Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1015.8 KiB |
| Normal traffic | |
|---|---|
| Suspicious traffic | 3673 |
| DDoS attack | 1447 |
Length
| Max length | 18 |
|---|---|
| Median length | 14 |
| Mean length | 14.079623 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal traffic |
|---|---|
| 2nd row | Normal traffic |
| 3rd row | Normal traffic |
| 4th row | Suspicious traffic |
| 5th row | Normal traffic |
Common Values
| Value | Count | Frequency (%) |
| Normal traffic | 124880 | |
| Suspicious traffic | 3673 | 2.8% |
| DDoS attack | 1447 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| traffic | 128553 | |
| normal | 124880 | |
| suspicious | 3673 | 1.4% |
| ddos | 1447 | 0.6% |
| attack | 1447 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 257106 | |
| a | 256327 | |
| r | 253433 | |
| i | 135899 | |
| c | 133673 | |
| t | 131447 | |
| 130000 | ||
| o | 130000 | |
| N | 124880 | |
| l | 124880 | |
| Other values (7) | 152706 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1830351 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| f | 257106 | |
| a | 256327 | |
| r | 253433 | |
| i | 135899 | |
| c | 133673 | |
| t | 131447 | |
| 130000 | ||
| o | 130000 | |
| N | 124880 | |
| l | 124880 | |
| Other values (7) | 152706 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1830351 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| f | 257106 | |
| a | 256327 | |
| r | 253433 | |
| i | 135899 | |
| c | 133673 | |
| t | 131447 | |
| 130000 | ||
| o | 130000 | |
| N | 124880 | |
| l | 124880 | |
| Other values (7) | 152706 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1830351 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| f | 257106 | |
| a | 256327 | |
| r | 253433 | |
| i | 135899 | |
| c | 133673 | |
| t | 131447 | |
| 130000 | ||
| o | 130000 | |
| N | 124880 | |
| l | 124880 | |
| Other values (7) | 152706 |
Duration
Unsupported
Rejected  Unsupported 
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 1015.8 KiB |
Interactions
Correlations
| Attack ID | Avg packet len | Avg source IP count | Data speed | Detect count | Packet speed | Port number | Type | |
|---|---|---|---|---|---|---|---|---|
| Attack ID | 1.000 | 0.009 | 0.054 | 0.014 | 0.033 | -0.010 | -0.019 | 0.068 |
| Avg packet len | 0.009 | 1.000 | -0.484 | 0.621 | -0.093 | -0.145 | 0.038 | 0.621 |
| Avg source IP count | 0.054 | -0.484 | 1.000 | -0.296 | 0.032 | 0.032 | -0.022 | 0.171 |
| Data speed | 0.014 | 0.621 | -0.296 | 1.000 | 0.012 | 0.598 | 0.253 | 0.141 |
| Detect count | 0.033 | -0.093 | 0.032 | 0.012 | 1.000 | 0.187 | -0.096 | 0.107 |
| Packet speed | -0.010 | -0.145 | 0.032 | 0.598 | 0.187 | 1.000 | 0.196 | 0.155 |
| Port number | -0.019 | 0.038 | -0.022 | 0.253 | -0.096 | 0.196 | 1.000 | 0.112 |
| Type | 0.068 | 0.621 | 0.171 | 0.141 | 0.107 | 0.155 | 0.112 | 1.000 |
Missing values
Sample
| Attack ID | Victim IP | Port number | Attack code | Detect count | Packet speed | Data speed | Avg packet len | Avg source IP count | Start time | End time | Type | Duration | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 572942 | IP_43014 | 52923 | High volume traffic | 1 | 82100 | 99 | 1273 | 2 | 2023-04-27 12:38:37 | 2023-04-27 12:38:38 | Normal traffic | 0 days 00:00:01 |
| 1 | 572943 | IP_59468 | 443 | High volume traffic | 1 | 61200 | 61 | 1051 | 3 | 2023-04-27 12:38:53 | 2023-04-27 12:38:54 | Normal traffic | 0 days 00:00:01 |
| 2 | 572944 | IP_19543 | 58702 | High volume traffic | 2 | 61300 | 74 | 1293 | 4 | 2023-04-27 12:39:53 | 2023-04-27 12:40:50 | Normal traffic | 0 days 00:00:57 |
| 3 | 572945 | IP_21200 | 0 | ICMP | 1 | 50200 | 3 | 0 | 52 | 2023-04-27 12:40:15 | 2023-04-27 12:40:16 | Suspicious traffic | 0 days 00:00:01 |
| 4 | 572946 | IP_3403 | 21776 | High volume traffic | 1 | 71000 | 84 | 1262 | 7 | 2023-04-27 12:40:24 | 2023-04-27 12:40:25 | Normal traffic | 0 days 00:00:01 |
| 5 | 572947 | IP_62577 | 0 | High volume traffic | 7 | 77886 | 66 | 874 | 1 | 2023-04-27 12:40:55 | 2023-04-27 12:41:04 | Normal traffic | 0 days 00:00:09 |
| 6 | 572948 | IP_56816 | 0 | High volume traffic | 1 | 64200 | 8 | 141 | 1 | 2023-04-27 12:41:35 | 2023-04-27 12:41:36 | Normal traffic | 0 days 00:00:01 |
| 7 | 572949 | IP_62791 | 0 | High volume traffic | 1 | 62500 | 89 | 1498 | 1 | 2023-04-27 12:43:33 | 2023-04-27 12:43:34 | Normal traffic | 0 days 00:00:01 |
| 8 | 572950 | IP_59468 | 44058 | High volume traffic | 2 | 80700 | 81 | 1055 | 4 | 2023-04-27 12:43:45 | 2023-04-27 12:43:50 | Normal traffic | 0 days 00:00:05 |
| 9 | 572951 | IP_19543 | 63477 | High volume traffic | 2 | 67100 | 81 | 1279 | 2 | 2023-04-27 12:43:55 | 2023-04-27 12:43:58 | Normal traffic | 0 days 00:00:03 |
| Attack ID | Victim IP | Port number | Attack code | Detect count | Packet speed | Data speed | Avg packet len | Avg source IP count | Start time | End time | Type | Duration | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 129990 | 702932 | IP_54248 | 0 | High volume traffic | 1 | 55300 | 79 | 1498 | 1 | 2023-08-25 17:57:45 | 2023-08-25 17:57:46 | Normal traffic | 0 days 00:00:01 |
| 129991 | 702933 | IP_42819 | 0 | High volume traffic | 1 | 51800 | 4 | 81 | 1 | 2023-08-25 17:59:36 | 2023-08-25 17:59:37 | Normal traffic | 0 days 00:00:01 |
| 129992 | 702934 | IP_60532 | 0 | High volume traffic | 4 | 55775 | 79 | 1480 | 1 | 2023-08-25 18:01:07 | 2023-08-25 18:03:17 | Normal traffic | 0 days 00:02:10 |
| 129993 | 702935 | IP_59468 | 0 | High volume traffic | 2 | 67450 | 68 | 1066 | 2 | 2023-08-25 18:01:21 | 2023-08-25 18:03:18 | Normal traffic | 0 days 00:01:57 |
| 129994 | 702936 | IP_67403 | 0 | High volume traffic | 1 | 50100 | 67 | 1401 | 1 | 2023-08-25 18:01:31 | 2023-08-25 18:01:32 | Normal traffic | 0 days 00:00:01 |
| 129995 | 702937 | IP_67499 | 0 | High volume traffic | 1 | 70400 | 38 | 576 | 1 | 2023-08-25 18:02:51 | 2023-08-25 18:02:52 | Normal traffic | 0 days 00:00:01 |
| 129996 | 702938 | IP_47910 | 443 | High volume traffic | 2 | 219050 | 258 | 574 | 17 | 2023-08-25 18:03:06 | 2023-08-25 18:03:09 | Normal traffic | 0 days 00:00:03 |
| 129997 | 702939 | IP_67140 | 0 | High volume traffic | 1 | 63700 | 91 | 1498 | 1 | 2023-08-25 18:04:21 | 2023-08-25 18:04:22 | Normal traffic | 0 days 00:00:01 |
| 129998 | 702940 | IP_67500 | 443 | High volume traffic | 3 | 58300 | 33 | 594 | 1 | 2023-08-25 18:04:42 | 2023-08-25 18:05:46 | Normal traffic | 0 days 00:01:04 |
| 129999 | 702941 | IP_67496 | 0 | High volume traffic | 1 | 50800 | 60 | 1256 | 1 | 2023-08-25 18:05:56 | 2023-08-25 18:05:57 | Normal traffic | 0 days 00:00:01 |